The un-reduction procedure introduced previously in the context of Mechanics
is extended to covariant Field Theory. The new covariant un-reduction procedure
is applied to the problem of shape matching of images which depend on more than
one independent variable (for instance, time and an additional labelling
parameter). Other possibilities are also explored: non-linear $\sigma$-models
and the hyperbolic flows of curves.